import warnings
warnings.filterwarnings('ignore')
pip install mlflow
Requirement already satisfied: mlflow in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (2.19.0)
Requirement already satisfied: mlflow-skinny==2.19.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (2.19.0)
Requirement already satisfied: Flask<4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (3.1.0)
Requirement already satisfied: Jinja2<4,>=3.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (3.1.5)
Requirement already satisfied: alembic!=1.10.0,<2 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (1.14.0)
Requirement already satisfied: docker<8,>=4.0.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (7.1.0)
Requirement already satisfied: graphene<4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (3.4.3)
Requirement already satisfied: markdown<4,>=3.3 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (3.7)
Requirement already satisfied: matplotlib<4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (3.10.0)
Requirement already satisfied: numpy<3 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (2.2.0)
Requirement already satisfied: pandas<3 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (2.2.3)
Requirement already satisfied: pyarrow<19,>=4.0.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (18.1.0)
Requirement already satisfied: scikit-learn<2 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (1.6.0)
Requirement already satisfied: scipy<2 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (1.14.1)
Requirement already satisfied: sqlalchemy<3,>=1.4.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (2.0.36)
Requirement already satisfied: waitress<4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow) (3.0.2)
Requirement already satisfied: cachetools<6,>=5.0.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (5.5.0)
Requirement already satisfied: click<9,>=7.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (8.1.8)
Requirement already satisfied: cloudpickle<4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (3.1.0)
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Requirement already satisfied: gitpython<4,>=3.1.9 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (3.1.43)
Requirement already satisfied: importlib_metadata!=4.7.0,<9,>=3.7.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (8.5.0)
Requirement already satisfied: opentelemetry-api<3,>=1.9.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (1.29.0)
Requirement already satisfied: opentelemetry-sdk<3,>=1.9.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (1.29.0)
Requirement already satisfied: packaging<25 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (24.2)
Requirement already satisfied: protobuf<6,>=3.12.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (5.29.2)
Requirement already satisfied: pyyaml<7,>=5.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (6.0.2)
Requirement already satisfied: requests<3,>=2.17.3 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (2.32.3)
Requirement already satisfied: sqlparse<1,>=0.4.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from mlflow-skinny==2.19.0->mlflow) (0.5.3)
Requirement already satisfied: Mako in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from alembic!=1.10.0,<2->mlflow) (1.3.8)
Requirement already satisfied: typing-extensions>=4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from alembic!=1.10.0,<2->mlflow) (4.12.2)
Requirement already satisfied: pywin32>=304 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from docker<8,>=4.0.0->mlflow) (308)
Requirement already satisfied: urllib3>=1.26.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from docker<8,>=4.0.0->mlflow) (2.2.3)
Requirement already satisfied: Werkzeug>=3.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from Flask<4->mlflow) (3.1.3)
Requirement already satisfied: itsdangerous>=2.2 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from Flask<4->mlflow) (2.2.0)
Requirement already satisfied: blinker>=1.9 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from Flask<4->mlflow) (1.9.0)
Requirement already satisfied: graphql-core<3.3,>=3.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from graphene<4->mlflow) (3.2.5)
Requirement already satisfied: graphql-relay<3.3,>=3.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from graphene<4->mlflow) (3.2.0)
Requirement already satisfied: python-dateutil<3,>=2.7.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from graphene<4->mlflow) (2.9.0.post0)
Requirement already satisfied: MarkupSafe>=2.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from Jinja2<4,>=3.0->mlflow) (3.0.2)
Requirement already satisfied: contourpy>=1.0.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from matplotlib<4->mlflow) (1.3.1)
Requirement already satisfied: cycler>=0.10 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from matplotlib<4->mlflow) (0.12.1)
Requirement already satisfied: fonttools>=4.22.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from matplotlib<4->mlflow) (4.55.3)
Requirement already satisfied: kiwisolver>=1.3.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from matplotlib<4->mlflow) (1.4.7)
Requirement already satisfied: pillow>=8 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from matplotlib<4->mlflow) (11.0.0)
Requirement already satisfied: pyparsing>=2.3.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from matplotlib<4->mlflow) (3.2.0)
Requirement already satisfied: pytz>=2020.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from pandas<3->mlflow) (2024.2)
Requirement already satisfied: tzdata>=2022.7 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from pandas<3->mlflow) (2024.2)
Requirement already satisfied: joblib>=1.2.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from scikit-learn<2->mlflow) (1.4.2)
Requirement already satisfied: threadpoolctl>=3.1.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from scikit-learn<2->mlflow) (3.5.0)
Requirement already satisfied: greenlet!=0.4.17 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from sqlalchemy<3,>=1.4.0->mlflow) (3.1.1)
Requirement already satisfied: colorama in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from click<9,>=7.0->mlflow-skinny==2.19.0->mlflow) (0.4.6)
Requirement already satisfied: google-auth~=2.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from databricks-sdk<1,>=0.20.0->mlflow-skinny==2.19.0->mlflow) (2.37.0)
Requirement already satisfied: gitdb<5,>=4.0.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from gitpython<4,>=3.1.9->mlflow-skinny==2.19.0->mlflow) (4.0.11)
Requirement already satisfied: zipp>=3.20 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from importlib_metadata!=4.7.0,<9,>=3.7.0->mlflow-skinny==2.19.0->mlflow) (3.21.0)
Requirement already satisfied: deprecated>=1.2.6 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from opentelemetry-api<3,>=1.9.0->mlflow-skinny==2.19.0->mlflow) (1.2.15)
Requirement already satisfied: opentelemetry-semantic-conventions==0.50b0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from opentelemetry-sdk<3,>=1.9.0->mlflow-skinny==2.19.0->mlflow) (0.50b0)
Requirement already satisfied: six>=1.5 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from python-dateutil<3,>=2.7.0->graphene<4->mlflow) (1.17.0)
Requirement already satisfied: charset-normalizer<4,>=2 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from requests<3,>=2.17.3->mlflow-skinny==2.19.0->mlflow) (3.4.0)
Requirement already satisfied: idna<4,>=2.5 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from requests<3,>=2.17.3->mlflow-skinny==2.19.0->mlflow) (3.10)
Requirement already satisfied: certifi>=2017.4.17 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from requests<3,>=2.17.3->mlflow-skinny==2.19.0->mlflow) (2024.12.14)
Requirement already satisfied: wrapt<2,>=1.10 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from deprecated>=1.2.6->opentelemetry-api<3,>=1.9.0->mlflow-skinny==2.19.0->mlflow) (1.17.0)
Requirement already satisfied: smmap<6,>=3.0.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from gitdb<5,>=4.0.1->gitpython<4,>=3.1.9->mlflow-skinny==2.19.0->mlflow) (5.0.1)
Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from google-auth~=2.0->databricks-sdk<1,>=0.20.0->mlflow-skinny==2.19.0->mlflow) (0.4.1)
Requirement already satisfied: rsa<5,>=3.1.4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from google-auth~=2.0->databricks-sdk<1,>=0.20.0->mlflow-skinny==2.19.0->mlflow) (4.9)
Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from pyasn1-modules>=0.2.1->google-auth~=2.0->databricks-sdk<1,>=0.20.0->mlflow-skinny==2.19.0->mlflow) (0.6.1)
Note: you may need to restart the kernel to use updated packages.
pip install dagshub
Requirement already satisfied: dagshub in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (0.4.0)
Requirement already satisfied: PyYAML>=5 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (6.0.2)
Requirement already satisfied: appdirs>=1.4.4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (1.4.4)
Requirement already satisfied: click>=8.0.4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (8.1.8)
Requirement already satisfied: httpx>=0.23.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (0.28.1)
Requirement already satisfied: GitPython>=3.1.29 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (3.1.43)
Requirement already satisfied: rich>=13.1.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (13.9.4)
Requirement already satisfied: dacite~=1.6.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (1.6.0)
Requirement already satisfied: tenacity>=8.2.2 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (9.0.0)
Requirement already satisfied: gql[requests] in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (3.5.0)
Requirement already satisfied: dataclasses-json in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (0.6.7)
Requirement already satisfied: pandas in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (2.2.3)
Requirement already satisfied: treelib>=1.6.4 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (1.7.0)
Requirement already satisfied: pathvalidate>=3.0.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (3.2.1)
Requirement already satisfied: python-dateutil in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (2.9.0.post0)
Requirement already satisfied: boto3 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (1.35.86)
Requirement already satisfied: dagshub-annotation-converter>=0.1.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub) (0.1.2)
Requirement already satisfied: colorama in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from click>=8.0.4->dagshub) (0.4.6)
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Requirement already satisfied: pillow in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub-annotation-converter>=0.1.0->dagshub) (11.0.0)
Requirement already satisfied: pydantic>=2.0.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub-annotation-converter>=0.1.0->dagshub) (2.10.4)
Requirement already satisfied: typing-extensions in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from dagshub-annotation-converter>=0.1.0->dagshub) (4.12.2)
Requirement already satisfied: gitdb<5,>=4.0.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from GitPython>=3.1.29->dagshub) (4.0.11)
Requirement already satisfied: anyio in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from httpx>=0.23.0->dagshub) (4.7.0)
Requirement already satisfied: certifi in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from httpx>=0.23.0->dagshub) (2024.12.14)
Requirement already satisfied: httpcore==1.* in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from httpx>=0.23.0->dagshub) (1.0.7)
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Requirement already satisfied: mdurl~=0.1 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from markdown-it-py>=2.2.0->rich>=13.1.0->dagshub) (0.1.2)
Requirement already satisfied: packaging>=17.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from marshmallow<4.0.0,>=3.18.0->dataclasses-json->dagshub) (24.2)
Requirement already satisfied: annotated-types>=0.6.0 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from pydantic>=2.0.0->dagshub-annotation-converter>=0.1.0->dagshub) (0.7.0)
Requirement already satisfied: pydantic-core==2.27.2 in c:\users\pranj\onedrive\desktop\pycharmprojects\datascience\venv\lib\site-packages (from pydantic>=2.0.0->dagshub-annotation-converter>=0.1.0->dagshub) (2.27.2)
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Note: you may need to restart the kernel to use updated packages.
pip install dvc
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import dagshub
dagshub.init(repo_owner='pranjalm04', repo_name='Machine_learning_project', mlflow=True)
Accessing as kundan7kar
Repository Machine_learning_project doesn't exist, creating it under current user.
Response (422):
b'{"message":""}'
---------------------------------------------------------------------------
RepoNotFoundError Traceback (most recent call last)
File ~\OneDrive\Desktop\PycharmProjects\Datascience\venv\Lib\site-packages\dagshub\common\init.py:88, in init(repo_name, repo_owner, url, root, host, mlflow, dvc, patch_mlflow)
87 try:
---> 88 repo_api.get_repo_info()
89 except RepoNotFoundError:
File ~\OneDrive\Desktop\PycharmProjects\Datascience\venv\Lib\site-packages\dagshub\common\api\repo.py:83, in RepoAPI.get_repo_info(self)
82 if res.status_code == 404:
---> 83 raise RepoNotFoundError(f"Repo {self.repo_url} not found")
84 elif res.status_code >= 400:
RepoNotFoundError: Repo https://dagshub.com/pranjalm04/Machine_learning_project not found
During handling of the above exception, another exception occurred:
RuntimeError Traceback (most recent call last)
Cell In[5], line 2
1 import dagshub
----> 2 dagshub.init(repo_owner='pranjalm04', repo_name='Machine_learning_project', mlflow=True)
File ~\OneDrive\Desktop\PycharmProjects\Datascience\venv\Lib\site-packages\dagshub\common\init.py:91, in init(repo_name, repo_owner, url, root, host, mlflow, dvc, patch_mlflow)
89 except RepoNotFoundError:
90 log_message(f"Repository {repo_name} doesn't exist, creating it under current user.")
---> 91 create_repo(repo_name)
93 # Get the token for the configs
94 token = get_token(host=host)
File ~\OneDrive\Desktop\PycharmProjects\Datascience\venv\Lib\site-packages\dagshub\upload\wrapper.py:165, in create_repo(repo_name, org_name, description, private, auto_init, gitignores, license, readme, template, host)
163 logger.error(f"Response ({res.status_code}):\n" f"{res.content}")
164 if res.status_code == HTTPStatus.UNPROCESSABLE_ENTITY:
--> 165 raise RuntimeError("Repository name is invalid or it already exists.")
166 else:
167 raise RuntimeError("Failed to create the desired repository.")
RuntimeError: Repository name is invalid or it already exists.
pip install plotly
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Note: you may need to restart the kernel to use updated packages.
[notice] A new release of pip available: 22.3 -> 24.3.1
[notice] To update, run: C:\Users\pranj\AppData\Local\Programs\Python\Python311\python.exe -m pip install --upgrade pip
# Importing all necessary libraries
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import plotly.express as px
import plotly.graph_objects as go
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler, LabelEncoder
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier
from sklearn.metrics import accuracy_score, precision_recall_fscore_support, roc_auc_score, confusion_matrix, RocCurveDisplay, classification_report, ConfusionMatrixDisplay, roc_curve
from sklearn.utils import resample
loan_applications = pd.read_csv('loan_applications.csv')
credit_features = pd.read_csv('credit_features_subset.csv')
# data_dictionary = pd.read_csv('/kaggle/input/loan-application-risk-prediction-data/loan_data_dictionary.csv')
print(loan_applications.head())
loan_applications.describe(include='all')
credit_features.describe(include='all')
loan_applications.isnull().sum()
credit_features.isnull().sum()
UID ApplicationDate Amount Term EmploymentType \
0 4921736 03/07/2020 2000 60 Employed - full time
1 1241981 04/02/2020 3000 60 Employed - full time
2 5751748 02/08/2020 20000 60 Employed - full time
3 7163425 23/09/2020 20000 60 Self employed
4 227377 01/01/2020 5000 36 Employed - full time
LoanPurpose Success
0 Unexpected bills 0
1 Starting new bussniess 0
2 Business capital 0
3 New business venture 0
4 car 0
UID 0
ALL_AgeOfOldestAccount 0
ALL_AgeOfYoungestAccount 0
ALL_Count 0
ALL_CountActive 0
ALL_CountClosedLast12Months 0
ALL_CountDefaultAccounts 0
ALL_CountOpenedLast12Months 0
ALL_CountSettled 0
ALL_MeanAccountAge 0
ALL_SumCurrentOutstandingBal 0
ALL_SumCurrentOutstandingBalExcMtg 0
ALL_TimeSinceMostRecentDefault 0
ALL_WorstPaymentStatusActiveAccounts 0
dtype: int64
from ydata_profiling import ProfileReport
dataset = pd.merge(loan_applications, credit_features, on='UID', how='inner')
dataset.head()
profile = ProfileReport(dataset, title="Exploratory Data Analysis Report", explorative=True)
profile.to_notebook_iframe()